The PASCAL Probabilistic Inference Challenge evaluates algorithms for approximate inference in graphical models. Tasks involve calculating the partition function, marginals and MAP assignments.
The deadline has now been extended and the final date is March 15th.
You are all invited to submit your algorithms and participate in the competition.
For more details please see: www.cs.huji.ac.il/project/PASCAL/